Cars Dataset Report

Dataset statistics

Number of variables	27
Number of observations	10302
Missing cells	3004
Missing cells (%)	1.1%
Duplicate rows	1
Duplicate rows (%)	< 0.1%
Total size in memory	12.3 MiB
Average record size in memory	1.2 KiB

Variable types

CAT	13
NUM	10
BOOL	4

Reproduction

Analysis started	2020-07-13 16:08:14.611306
Analysis finished	2020-07-13 16:09:55.127399
Duration	1 minute and 40.52 seconds
Version	pandas-profiling v2.8.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

Warnings

Dataset has 1 (< 0.1%) duplicate rows	Duplicates
`BIRTH` has a high cardinality: 6560 distinct values	High cardinality
`INCOME` has a high cardinality: 8151 distinct values	High cardinality
`HOME_VAL` has a high cardinality: 6334 distinct values	High cardinality
`BLUEBOOK` has a high cardinality: 2985 distinct values	High cardinality
`OLDCLAIM` has a high cardinality: 3545 distinct values	High cardinality
`CLM_AMT` has a high cardinality: 2346 distinct values	High cardinality
`YOJ` has 548 (5.3%) missing values	Missing
`INCOME` has 570 (5.5%) missing values	Missing
`HOME_VAL` has 575 (5.6%) missing values	Missing
`OCCUPATION` has 665 (6.5%) missing values	Missing
`CAR_AGE` has 639 (6.2%) missing values	Missing
`BIRTH` is uniformly distributed	Uniform
`KIDSDRIV` has 9069 (88.0%) zeros	Zeros
`HOMEKIDS` has 6694 (65.0%) zeros	Zeros
`YOJ` has 807 (7.8%) zeros	Zeros
`CLM_FREQ` has 6292 (61.1%) zeros	Zeros
`MVR_PTS` has 4658 (45.2%) zeros	Zeros

ID
Real number (ℝ_≥0)

Distinct count	8753
Unique (%)	85.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	495663109.08318776
Minimum	63175
Maximum	999926368
Zeros	0
Zeros (%)	0.0%
Memory size	80.6 KiB

Quantile statistics

Minimum	63175
5-th percentile	50696155.55
Q1	244286856
median	497004293
Q3	739455069
95-th percentile	944365215.5
Maximum	999926368
Range	999863193
Interquartile range (IQR)	495168213

Descriptive statistics

Standard deviation	286467479
Coefficient of variation (CV)	0.5779479525
Kurtosis	-1.192724113
Mean	495663109.1
Median Absolute Deviation (MAD)	246430252
Skewness	0.005051427651
Sum	5.10632135e+12
Variance	8.206361654e+16

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
341162899	5	< 0.1%
747557690	5	< 0.1%
632067262	5	< 0.1%
173124759	5	< 0.1%
627828331	4	< 0.1%
656344335	4	< 0.1%
195066900	4	< 0.1%
750731752	4	< 0.1%
46413377	4	< 0.1%
779624178	4	< 0.1%
59026158	4	< 0.1%
303183248	4	< 0.1%
634343179	4	< 0.1%
22340563	4	< 0.1%
430554774	4	< 0.1%
846904796	4	< 0.1%
983800811	4	< 0.1%
792036483	4	< 0.1%
799857899	4	< 0.1%
528698470	4	< 0.1%
291961707	4	< 0.1%
55524088	4	< 0.1%
457987162	4	< 0.1%
931221104	4	< 0.1%
132609655	4	< 0.1%
Other values (8728)	10198	99.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
63175	1	< 0.1%
246910	1	< 0.1%
401276	1	< 0.1%
813128	2	< 0.1%
1307371	2	< 0.1%
1514697	1	< 0.1%
1541149	1	< 0.1%
1627973	1	< 0.1%
1780186	1	< 0.1%
1860885	1	< 0.1%

Value	Count	Frequency (%)
999926368	2	< 0.1%
999800537	1	< 0.1%
999640290	1	< 0.1%
999577084	1	< 0.1%
999482663	1	< 0.1%
999457398	1	< 0.1%
999331839	1	< 0.1%
999178959	1	< 0.1%
999169190	1	< 0.1%
999158340	1	< 0.1%

KIDSDRIV
Real number (ℝ_≥0)

ZEROS

Distinct count	5
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.16928751698699282
Minimum	0
Maximum	4
Zeros	9069
Zeros (%)	88.0%
Memory size	80.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	4
Range	4
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.5065115815
Coefficient of variation (CV)	2.992019675
Kurtosis	11.67651844
Mean	0.169287517
Median Absolute Deviation (MAD)	0
Skewness	3.342867542
Sum	1744
Variance	0.2565539822

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	9069	88.0%
1	804	7.8%
2	351	3.4%
3	74	0.7%
4	4	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	9069	88.0%
1	804	7.8%
2	351	3.4%
3	74	0.7%
4	4	< 0.1%

Value	Count	Frequency (%)
4	4	< 0.1%
3	74	0.7%
2	351	3.4%
1	804	7.8%
0	9069	88.0%

BIRTH
Categorical

HIGH CARDINALITY
UNIFORM

Distinct count	6560
Unique (%)	63.7%
Missing	0
Missing (%)	0.0%
Memory size	80.6 KiB

20-Oct-60	8
10-Oct-53	7
13-Sep-51	6
16-Jul-59	6
7-Feb-48	6
Other values (6555)	10269

Value	Count	Frequency (%)
20-Oct-60	8	0.1%
10-Oct-53	7	0.1%
13-Sep-51	6	0.1%
16-Jul-59	6	0.1%
7-Feb-48	6	0.1%
14-Feb-55	6	0.1%
2-Feb-51	6	0.1%
31-Jul-54	6	0.1%
14-Dec-65	6	0.1%
11-Jan-60	6	0.1%
1-Oct-44	6	0.1%
6-Feb-54	6	0.1%
17-Jul-46	6	0.1%
25-Mar-54	6	0.1%
23-Aug-60	6	0.1%
14-May-47	6	0.1%
6-Nov-49	6	0.1%
18-Feb-60	6	0.1%
24-Oct-60	5	< 0.1%
27-Aug-53	5	< 0.1%
13-May-51	5	< 0.1%
20-Nov-51	5	< 0.1%
30-Nov-43	5	< 0.1%
2-Jun-52	5	< 0.1%
22-Dec-53	5	< 0.1%
Other values (6535)	10156	98.6%

Length

Max length	9
Median length	9
Mean length	8.706950107
Min length	8

Overview of Unicode Properties

Unique unicode characters	33
Unique unicode categories (?)	4
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
-	20604	23.0%
5	6303	7.0%
1	5673	6.3%
2	5415	6.0%
4	4725	5.3%
6	4444	5.0%
3	3138	3.5%
u	2636	2.9%
J	2628	2.9%
a	2603	2.9%
e	2557	2.9%
7	2447	2.7%
8	2038	2.3%
9	2012	2.2%
0	1994	2.2%
c	1792	2.0%
M	1750	2.0%
r	1727	1.9%
n	1694	1.9%
A	1667	1.9%
p	1641	1.8%
l	934	1.0%
D	908	1.0%
O	884	1.0%
t	884	1.0%
Other values (8)	6601	7.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	38189	42.6%
Dash Punctuation	20604	23.0%
Lowercase Letter	20604	23.0%
Uppercase Letter	10302	11.5%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
5	6303	16.5%
1	5673	14.9%
2	5415	14.2%
4	4725	12.4%
6	4444	11.6%
3	3138	8.2%
7	2447	6.4%
8	2038	5.3%
9	2012	5.3%
0	1994	5.2%

Most frequent Dash Punctuation characters

Value	Count	Frequency (%)
-	20604	100.0%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
J	2628	25.5%
M	1750	17.0%
A	1667	16.2%
D	908	8.8%
O	884	8.6%
S	835	8.1%
N	816	7.9%
F	814	7.9%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
u	2636	12.8%
a	2603	12.6%
e	2557	12.4%
c	1792	8.7%
r	1727	8.4%
n	1694	8.2%
p	1641	8.0%
l	934	4.5%
t	884	4.3%
g	861	4.2%
y	829	4.0%
o	816	4.0%
v	816	4.0%
b	814	4.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	58793	65.5%
Latin	30906	34.5%

Most frequent Common characters

Value	Count	Frequency (%)
-	20604	35.0%
5	6303	10.7%
1	5673	9.6%
2	5415	9.2%
4	4725	8.0%
6	4444	7.6%
3	3138	5.3%
7	2447	4.2%
8	2038	3.5%
9	2012	3.4%
0	1994	3.4%

Most frequent Latin characters

Value	Count	Frequency (%)
u	2636	8.5%
J	2628	8.5%
a	2603	8.4%
e	2557	8.3%
c	1792	5.8%
M	1750	5.7%
r	1727	5.6%
n	1694	5.5%
A	1667	5.4%
p	1641	5.3%
l	934	3.0%
D	908	2.9%
O	884	2.9%
t	884	2.9%
g	861	2.8%
S	835	2.7%
y	829	2.7%
N	816	2.6%
o	816	2.6%
v	816	2.6%
F	814	2.6%
b	814	2.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	89699	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
-	20604	23.0%
5	6303	7.0%
1	5673	6.3%
2	5415	6.0%
4	4725	5.3%
6	4444	5.0%
3	3138	3.5%
u	2636	2.9%
J	2628	2.9%
a	2603	2.9%
e	2557	2.9%
7	2447	2.7%
8	2038	2.3%
9	2012	2.2%
0	1994	2.2%
c	1792	2.0%
M	1750	2.0%
r	1727	1.9%
n	1694	1.9%
A	1667	1.9%
p	1641	1.8%
l	934	1.0%
D	908	1.0%
O	884	1.0%
t	884	1.0%
Other values (8)	6601	7.4%

AGE
Real number (ℝ_≥0)

Distinct count	61
Unique (%)	0.6%
Missing	7
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%

Mean	44.83739679456047
Minimum	16.0
Maximum	81.0
Zeros	0
Zeros (%)	0.0%
Memory size	80.6 KiB

Quantile statistics

Minimum	16
5-th percentile	30
Q1	39
median	45
Q3	51
95-th percentile	59
Maximum	81
Range	65
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	8.60644502
Coefficient of variation (CV)	0.1919479193
Kurtosis	-0.08090259645
Mean	44.83739679
Median Absolute Deviation (MAD)	6
Skewness	-0.03454065479
Sum	461601
Variance	74.07089588

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
46	496	4.8%
45	488	4.7%
48	464	4.5%
47	451	4.4%
43	441	4.3%
41	429	4.2%
50	424	4.1%
44	423	4.1%
40	406	3.9%
42	404	3.9%
39	393	3.8%
49	392	3.8%
51	386	3.7%
38	352	3.4%
53	340	3.3%
52	322	3.1%
37	306	3.0%
36	302	2.9%
54	271	2.6%
55	264	2.6%
35	245	2.4%
57	215	2.1%
33	214	2.1%
56	207	2.0%
34	196	1.9%
Other values (36)	1464	14.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
16	5	< 0.1%
17	2	< 0.1%
18	3	< 0.1%
19	8	0.1%
20	4	< 0.1%
21	12	0.1%
22	17	0.2%
23	12	0.1%
24	25	0.2%
25	32	0.3%

Value	Count	Frequency (%)
81	1	< 0.1%
80	1	< 0.1%
76	1	< 0.1%
73	4	< 0.1%
72	4	< 0.1%
71	1	< 0.1%
70	6	0.1%
69	5	< 0.1%
68	8	0.1%
67	16	0.2%

HOMEKIDS
Real number (ℝ_≥0)

ZEROS

Distinct count	6
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.720442632498544
Minimum	0
Maximum	5
Zeros	6694
Zeros (%)	65.0%
Memory size	80.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	3
Maximum	5
Range	5
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.116323221
Coefficient of variation (CV)	1.549496339
Kurtosis	0.6293463987
Mean	0.7204426325
Median Absolute Deviation (MAD)	0
Skewness	1.336677637
Sum	7422
Variance	1.246177534

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	6694	65.0%
2	1427	13.9%
1	1106	10.7%
3	856	8.3%
4	201	2.0%
5	18	0.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	6694	65.0%
1	1106	10.7%
2	1427	13.9%
3	856	8.3%
4	201	2.0%
5	18	0.2%

Value	Count	Frequency (%)
5	18	0.2%
4	201	2.0%
3	856	8.3%
2	1427	13.9%
1	1106	10.7%
0	6694	65.0%

YOJ
Real number (ℝ_≥0)

MISSING
ZEROS

Distinct count	21
Unique (%)	0.2%
Missing	548
Missing (%)	5.3%
Infinite	0
Infinite (%)	0.0%

Mean	10.474061923313512
Minimum	0.0
Maximum	23.0
Zeros	807
Zeros (%)	7.8%
Memory size	80.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	9
median	11
Q3	13
95-th percentile	15
Maximum	23
Range	23
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	4.108943185
Coefficient of variation (CV)	0.3922970109
Kurtosis	1.144802147
Mean	10.47406192
Median Absolute Deviation (MAD)	2
Skewness	-1.200822881
Sum	102164
Variance	16.88341409

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
12	1500	14.6%
11	1267	12.3%
13	1266	12.3%
14	996	9.7%
10	934	9.1%
0	807	7.8%
9	653	6.3%
15	583	5.7%
8	484	4.7%
7	384	3.7%
16	243	2.4%
6	219	2.1%
17	127	1.2%
5	124	1.2%
4	49	0.5%
3	38	0.4%
18	33	0.3%
2	21	0.2%
19	17	0.2%
1	7	0.1%
23	2	< 0.1%
(Missing)	548	5.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	807	7.8%
1	7	0.1%
2	21	0.2%
3	38	0.4%
4	49	0.5%
5	124	1.2%
6	219	2.1%
7	384	3.7%
8	484	4.7%
9	653	6.3%

Value	Count	Frequency (%)
23	2	< 0.1%
19	17	0.2%
18	33	0.3%
17	127	1.2%
16	243	2.4%
15	583	5.7%
14	996	9.7%
13	1266	12.3%
12	1500	14.6%
11	1267	12.3%

INCOME
Categorical

HIGH CARDINALITY
MISSING

Distinct count	8151
Unique (%)	83.8%
Missing	570
Missing (%)	5.5%
Memory size	80.6 KiB

$0	797
$61,790	5
$30,111	4
$64,916	4
$48,509	4
Other values (8146)	8918

Value	Count	Frequency (%)
$0	797	7.7%
$61,790	5	< 0.1%
$30,111	4	< 0.1%
$64,916	4	< 0.1%
$48,509	4	< 0.1%
$43,393	4	< 0.1%
$26,840	4	< 0.1%
$54,691	3	< 0.1%
$35,362	3	< 0.1%
$34,658	3	< 0.1%
$144,348	3	< 0.1%
$67,700	3	< 0.1%
$33,303	3	< 0.1%
$48,741	3	< 0.1%
$50,166	3	< 0.1%
$107,375	3	< 0.1%
$50,401	3	< 0.1%
$82,398	3	< 0.1%
$64,032	3	< 0.1%
$142,297	3	< 0.1%
$35,263	3	< 0.1%
$63,357	3	< 0.1%
$62,894	3	< 0.1%
$2,346	3	< 0.1%
$40,990	3	< 0.1%
Other values (8126)	8856	86.0%
(Missing)	570	5.5%

Length

Max length	9
Median length	8
Mean length	7.454086585
Min length	3

Overview of Unicode Properties

Unique unicode characters	15
Unique unicode categories (?)	5
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
$	9732	12.7%
	9732	12.7%
,	8884	11.6%
1	6016	7.8%
2	4914	6.4%
3	4851	6.3%
0	4799	6.2%
4	4642	6.0%
5	4597	6.0%
6	4531	5.9%
7	4252	5.5%
9	4073	5.3%
8	4059	5.3%
n	1140	1.5%
a	570	0.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	46734	60.9%
Currency Symbol	9732	12.7%
Space Separator	9732	12.7%
Other Punctuation	8884	11.6%
Lowercase Letter	1710	2.2%

Most frequent Currency Symbol characters

Value	Count	Frequency (%)
$	9732	100.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
1	6016	12.9%
2	4914	10.5%
3	4851	10.4%
0	4799	10.3%
4	4642	9.9%
5	4597	9.8%
6	4531	9.7%
7	4252	9.1%
9	4073	8.7%
8	4059	8.7%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
,	8884	100.0%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	9732	100.0%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
n	1140	66.7%
a	570	33.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	75082	97.8%
Latin	1710	2.2%

Most frequent Common characters

Value	Count	Frequency (%)
$	9732	13.0%
	9732	13.0%
,	8884	11.8%
1	6016	8.0%
2	4914	6.5%
3	4851	6.5%
0	4799	6.4%
4	4642	6.2%
5	4597	6.1%
6	4531	6.0%
7	4252	5.7%
9	4073	5.4%
8	4059	5.4%

Most frequent Latin characters

Value	Count	Frequency (%)
n	1140	66.7%
a	570	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	76792	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
$	9732	12.7%
	9732	12.7%
,	8884	11.6%
1	6016	7.8%
2	4914	6.4%
3	4851	6.3%
0	4799	6.2%
4	4642	6.0%
5	4597	6.0%
6	4531	5.9%
7	4252	5.5%
9	4073	5.3%
8	4059	5.3%
n	1140	1.5%
a	570	0.7%

PARENT1
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	80.6 KiB

No	8959
Yes	1343

Frequency Table

Value	Count	Frequency (%)
No	8959	87.0%
Yes	1343	13.0%

HOME_VAL
Categorical

HIGH CARDINALITY
MISSING

Distinct count	6334
Unique (%)	65.1%
Missing	575
Missing (%)	5.6%
Memory size	80.6 KiB

$0	2908
$227,138	3
$99,103	3
$205,130	3
$339,052	3
Other values (6329)	6807

Value	Count	Frequency (%)
$0	2908	28.2%
$227,138	3	< 0.1%
$99,103	3	< 0.1%
$205,130	3	< 0.1%
$339,052	3	< 0.1%
$123,109	3	< 0.1%
$167,505	3	< 0.1%
$173,130	3	< 0.1%
$513,817	3	< 0.1%
$196,320	3	< 0.1%
$117,038	3	< 0.1%
$238,724	3	< 0.1%
$121,949	3	< 0.1%
$189,439	3	< 0.1%
$288,592	3	< 0.1%
$166,481	3	< 0.1%
$165,641	3	< 0.1%
$159,568	3	< 0.1%
$178,852	3	< 0.1%
$183,581	3	< 0.1%
$222,957	3	< 0.1%
$332,673	3	< 0.1%
$115,249	3	< 0.1%
$245,878	3	< 0.1%
$154,672	3	< 0.1%
Other values (6309)	6747	65.5%
(Missing)	575	5.6%

Length

Max length	9
Median length	9
Mean length	6.92603378
Min length	3

Overview of Unicode Properties

Unique unicode characters	15
Unique unicode categories (?)	5
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
$	9727	13.6%
	9727	13.6%
,	6819	9.6%
0	6361	8.9%
1	6141	8.6%
2	5872	8.2%
3	4193	5.9%
4	3591	5.0%
5	3496	4.9%
8	3447	4.8%
6	3432	4.8%
9	3426	4.8%
7	3395	4.8%
n	1150	1.6%
a	575	0.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	43354	60.8%
Currency Symbol	9727	13.6%
Space Separator	9727	13.6%
Other Punctuation	6819	9.6%
Lowercase Letter	1725	2.4%

Most frequent Currency Symbol characters

Value	Count	Frequency (%)
$	9727	100.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
0	6361	14.7%
1	6141	14.2%
2	5872	13.5%
3	4193	9.7%
4	3591	8.3%
5	3496	8.1%
8	3447	8.0%
6	3432	7.9%
9	3426	7.9%
7	3395	7.8%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	9727	100.0%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
,	6819	100.0%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
n	1150	66.7%
a	575	33.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	69627	97.6%
Latin	1725	2.4%

Most frequent Common characters

Value	Count	Frequency (%)
$	9727	14.0%
	9727	14.0%
,	6819	9.8%
0	6361	9.1%
1	6141	8.8%
2	5872	8.4%
3	4193	6.0%
4	3591	5.2%
5	3496	5.0%
8	3447	5.0%
6	3432	4.9%
9	3426	4.9%
7	3395	4.9%

Most frequent Latin characters

Value	Count	Frequency (%)
n	1150	66.7%
a	575	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	71352	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
$	9727	13.6%
	9727	13.6%
,	6819	9.6%
0	6361	8.9%
1	6141	8.6%
2	5872	8.2%
3	4193	5.9%
4	3591	5.0%
5	3496	4.9%
8	3447	4.8%
6	3432	4.8%
9	3426	4.8%
7	3395	4.8%
n	1150	1.6%
a	575	0.8%

MSTATUS
Categorical

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	80.6 KiB

Yes	6188
z_No	4114

Value	Count	Frequency (%)
Yes	6188	60.1%
z_No	4114	39.9%

Length

Max length	4
Median length	3
Mean length	3.399339934
Min length	3

Overview of Unicode Properties

Unique unicode characters	7
Unique unicode categories (?)	3
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
Y	6188	17.7%
e	6188	17.7%
s	6188	17.7%
z	4114	11.7%
_	4114	11.7%
N	4114	11.7%
o	4114	11.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	20604	58.8%
Uppercase Letter	10302	29.4%
Connector Punctuation	4114	11.7%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
e	6188	30.0%
s	6188	30.0%
z	4114	20.0%
o	4114	20.0%

Most frequent Connector Punctuation characters

Value	Count	Frequency (%)
_	4114	100.0%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
Y	6188	60.1%
N	4114	39.9%

Most occurring scripts

Value	Count	Frequency (%)
Latin	30906	88.3%
Common	4114	11.7%

Most frequent Latin characters

Value	Count	Frequency (%)
Y	6188	20.0%
e	6188	20.0%
s	6188	20.0%
z	4114	13.3%
N	4114	13.3%
o	4114	13.3%

Most frequent Common characters

Value	Count	Frequency (%)
_	4114	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	35020	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
Y	6188	17.7%
e	6188	17.7%
s	6188	17.7%
z	4114	11.7%
_	4114	11.7%
N	4114	11.7%
o	4114	11.7%

GENDER
Categorical

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	80.6 KiB

z_F	5545
M	4757

Value	Count	Frequency (%)
z_F	5545	53.8%
M	4757	46.2%

Length

Max length	3
Median length	3
Mean length	2.076490002
Min length	1

Overview of Unicode Properties

Unique unicode characters	4
Unique unicode categories (?)	3
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
z	5545	25.9%
_	5545	25.9%
F	5545	25.9%
M	4757	22.2%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	10302	48.2%
Lowercase Letter	5545	25.9%
Connector Punctuation	5545	25.9%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
F	5545	53.8%
M	4757	46.2%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
z	5545	100.0%

Most frequent Connector Punctuation characters

Value	Count	Frequency (%)
_	5545	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	15847	74.1%
Common	5545	25.9%

Most frequent Latin characters

Value	Count	Frequency (%)
z	5545	35.0%
F	5545	35.0%
M	4757	30.0%

Most frequent Common characters

Value	Count	Frequency (%)
_	5545	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	21392	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
z	5545	25.9%
_	5545	25.9%
F	5545	25.9%
M	4757	22.2%

EDUCATION
Categorical

Distinct count	5
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	80.6 KiB

z_High School	2952
Bachelors	2823
Masters	2078
<High School	1515
PhD	934

Value	Count	Frequency (%)
z_High School	2952	28.7%
Bachelors	2823	27.4%
Masters	2078	20.2%
<High School	1515	14.7%
PhD	934	9.1%

Length

Max length	13
Median length	9
Mean length	9.639972821
Min length	3

Overview of Unicode Properties

Unique unicode characters	21
Unique unicode categories (?)	5
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
h	12691	12.8%
o	11757	11.8%
c	7290	7.3%
l	7290	7.3%
s	6979	7.0%
a	4901	4.9%
e	4901	4.9%
r	4901	4.9%
H	4467	4.5%
i	4467	4.5%
g	4467	4.5%
	4467	4.5%
S	4467	4.5%
z	2952	3.0%
_	2952	3.0%
B	2823	2.8%
M	2078	2.1%
t	2078	2.1%
<	1515	1.5%
P	934	0.9%
D	934	0.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	74674	75.2%
Uppercase Letter	15703	15.8%
Space Separator	4467	4.5%
Connector Punctuation	2952	3.0%
Math Symbol	1515	1.5%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
H	4467	28.4%
S	4467	28.4%
B	2823	18.0%
M	2078	13.2%
P	934	5.9%
D	934	5.9%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
h	12691	17.0%
o	11757	15.7%
c	7290	9.8%
l	7290	9.8%
s	6979	9.3%
a	4901	6.6%
e	4901	6.6%
r	4901	6.6%
i	4467	6.0%
g	4467	6.0%
z	2952	4.0%
t	2078	2.8%

Most frequent Connector Punctuation characters

Value	Count	Frequency (%)
_	2952	100.0%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	4467	100.0%

Most frequent Math Symbol characters

Value	Count	Frequency (%)
<	1515	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	90377	91.0%
Common	8934	9.0%

Most frequent Latin characters

Value	Count	Frequency (%)
h	12691	14.0%
o	11757	13.0%
c	7290	8.1%
l	7290	8.1%
s	6979	7.7%
a	4901	5.4%
e	4901	5.4%
r	4901	5.4%
H	4467	4.9%
i	4467	4.9%
g	4467	4.9%
S	4467	4.9%
z	2952	3.3%
B	2823	3.1%
M	2078	2.3%
t	2078	2.3%
P	934	1.0%
D	934	1.0%

Most frequent Common characters

Value	Count	Frequency (%)
	4467	50.0%
_	2952	33.0%
<	1515	17.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	99311	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
h	12691	12.8%
o	11757	11.8%
c	7290	7.3%
l	7290	7.3%
s	6979	7.0%
a	4901	4.9%
e	4901	4.9%
r	4901	4.9%
H	4467	4.5%
i	4467	4.5%
g	4467	4.5%
	4467	4.5%
S	4467	4.5%
z	2952	3.0%
_	2952	3.0%
B	2823	2.8%
M	2078	2.1%
t	2078	2.1%
<	1515	1.5%
P	934	0.9%
D	934	0.9%

OCCUPATION
Categorical

MISSING

Distinct count	8
Unique (%)	0.1%
Missing	665
Missing (%)	6.5%
Memory size	80.6 KiB

z_Blue Collar	2288
Clerical	1590
Professional	1408
Manager	1257
Lawyer	1031
Other values (3)	2063

Value	Count	Frequency (%)
z_Blue Collar	2288	22.2%
Clerical	1590	15.4%
Professional	1408	13.7%
Manager	1257	12.2%
Lawyer	1031	10.0%
Student	899	8.7%
Home Maker	843	8.2%
Doctor	321	3.1%
(Missing)	665	6.5%

Length

Max length	13
Median length	8
Mean length	9.026305572
Min length	3

Overview of Unicode Properties

Unique unicode characters	29
Unique unicode categories (?)	4
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
l	11452	12.3%
a	10339	11.1%
e	10159	10.9%
r	8738	9.4%
o	6589	7.1%
n	4894	5.3%
C	3878	4.2%
u	3187	3.4%
	3131	3.4%
i	2998	3.2%
s	2816	3.0%
z	2288	2.5%
_	2288	2.5%
B	2288	2.5%
t	2119	2.3%
M	2100	2.3%
c	1911	2.1%
P	1408	1.5%
f	1408	1.5%
g	1257	1.4%
L	1031	1.1%
w	1031	1.1%
y	1031	1.1%
S	899	1.0%
d	899	1.0%
Other values (4)	2850	3.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	74802	80.4%
Uppercase Letter	12768	13.7%
Space Separator	3131	3.4%
Connector Punctuation	2288	2.5%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
C	3878	30.4%
B	2288	17.9%
M	2100	16.4%
P	1408	11.0%
L	1031	8.1%
S	899	7.0%
H	843	6.6%
D	321	2.5%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
l	11452	15.3%
a	10339	13.8%
e	10159	13.6%
r	8738	11.7%
o	6589	8.8%
n	4894	6.5%
u	3187	4.3%
i	2998	4.0%
s	2816	3.8%
z	2288	3.1%
t	2119	2.8%
c	1911	2.6%
f	1408	1.9%
g	1257	1.7%
w	1031	1.4%
y	1031	1.4%
d	899	1.2%
m	843	1.1%
k	843	1.1%

Most frequent Connector Punctuation characters

Value	Count	Frequency (%)
_	2288	100.0%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	3131	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	87570	94.2%
Common	5419	5.8%

Most frequent Latin characters

Value	Count	Frequency (%)
l	11452	13.1%
a	10339	11.8%
e	10159	11.6%
r	8738	10.0%
o	6589	7.5%
n	4894	5.6%
C	3878	4.4%
u	3187	3.6%
i	2998	3.4%
s	2816	3.2%
z	2288	2.6%
B	2288	2.6%
t	2119	2.4%
M	2100	2.4%
c	1911	2.2%
P	1408	1.6%
f	1408	1.6%
g	1257	1.4%
L	1031	1.2%
w	1031	1.2%
y	1031	1.2%
S	899	1.0%
d	899	1.0%
H	843	1.0%
m	843	1.0%
Other values (2)	1164	1.3%

Most frequent Common characters

Value	Count	Frequency (%)
	3131	57.8%
_	2288	42.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	92989	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
l	11452	12.3%
a	10339	11.1%
e	10159	10.9%
r	8738	9.4%
o	6589	7.1%
n	4894	5.3%
C	3878	4.2%
u	3187	3.4%
	3131	3.4%
i	2998	3.2%
s	2816	3.0%
z	2288	2.5%
_	2288	2.5%
B	2288	2.5%
t	2119	2.3%
M	2100	2.3%
c	1911	2.1%
P	1408	1.5%
f	1408	1.5%
g	1257	1.4%
L	1031	1.1%
w	1031	1.1%
y	1031	1.1%
S	899	1.0%
d	899	1.0%
Other values (4)	2850	3.1%

TRAVTIME
Real number (ℝ_≥0)

Distinct count	100
Unique (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	33.41642399534071
Minimum	5
Maximum	142
Zeros	0
Zeros (%)	0.0%
Memory size	80.6 KiB

Quantile statistics

Minimum	5
5-th percentile	7
Q1	22
median	33
Q3	44
95-th percentile	60
Maximum	142
Range	137
Interquartile range (IQR)	22

Descriptive statistics

Standard deviation	15.86968685
Coefficient of variation (CV)	0.4749067958
Kurtosis	0.5946562503
Mean	33.416424
Median Absolute Deviation (MAD)	11
Skewness	0.4355271578
Sum	344256
Variance	251.8469606

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
5	427	4.1%
32	288	2.8%
35	271	2.6%
33	268	2.6%
36	266	2.6%
30	265	2.6%
37	264	2.6%
29	259	2.5%
25	257	2.5%
24	253	2.5%
34	247	2.4%
26	243	2.4%
40	242	2.3%
31	239	2.3%
38	236	2.3%
28	231	2.2%
27	225	2.2%
39	225	2.2%
41	221	2.1%
43	213	2.1%
21	208	2.0%
22	205	2.0%
23	205	2.0%
45	195	1.9%
44	193	1.9%
Other values (75)	4156	40.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5	427	4.1%
6	66	0.6%
7	56	0.5%
8	69	0.7%
9	86	0.8%
10	101	1.0%
11	90	0.9%
12	122	1.2%
13	121	1.2%
14	133	1.3%

Value	Count	Frequency (%)
142	1	< 0.1%
134	1	< 0.1%
124	1	< 0.1%
113	1	< 0.1%
105	1	< 0.1%
103	1	< 0.1%
101	1	< 0.1%
99	1	< 0.1%
98	1	< 0.1%
97	2	< 0.1%

CAR_USE
Categorical

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	80.6 KiB

Private	6513
Commercial	3789

Value	Count	Frequency (%)
Private	6513	63.2%
Commercial	3789	36.8%

Length

Max length	10
Median length	7
Mean length	8.103377985
Min length	7

Overview of Unicode Properties

Unique unicode characters	12
Unique unicode categories (?)	2
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
r	10302	12.3%
i	10302	12.3%
a	10302	12.3%
e	10302	12.3%
m	7578	9.1%
P	6513	7.8%
v	6513	7.8%
t	6513	7.8%
C	3789	4.5%
o	3789	4.5%
c	3789	4.5%
l	3789	4.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	73179	87.7%
Uppercase Letter	10302	12.3%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
P	6513	63.2%
C	3789	36.8%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
r	10302	14.1%
i	10302	14.1%
a	10302	14.1%
e	10302	14.1%
m	7578	10.4%
v	6513	8.9%
t	6513	8.9%
o	3789	5.2%
c	3789	5.2%
l	3789	5.2%

Most occurring scripts

Value	Count	Frequency (%)
Latin	83481	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
r	10302	12.3%
i	10302	12.3%
a	10302	12.3%
e	10302	12.3%
m	7578	9.1%
P	6513	7.8%
v	6513	7.8%
t	6513	7.8%
C	3789	4.5%
o	3789	4.5%
c	3789	4.5%
l	3789	4.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	83481	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
r	10302	12.3%
i	10302	12.3%
a	10302	12.3%
e	10302	12.3%
m	7578	9.1%
P	6513	7.8%
v	6513	7.8%
t	6513	7.8%
C	3789	4.5%
o	3789	4.5%
c	3789	4.5%
l	3789	4.5%

BLUEBOOK
Categorical

HIGH CARDINALITY

Distinct count	2985
Unique (%)	29.0%
Missing	0
Missing (%)	0.0%
Memory size	80.6 KiB

$1,500	207
$6,200	47
$6,000	42
$5,800	39
$5,400	38
Other values (2980)	9929

Value	Count	Frequency (%)
$1,500	207	2.0%
$6,200	47	0.5%
$6,000	42	0.4%
$5,800	39	0.4%
$5,400	38	0.4%
$5,600	38	0.4%
$5,900	37	0.4%
$6,500	36	0.3%
$5,700	36	0.3%
$6,100	35	0.3%
$6,400	35	0.3%
$6,800	31	0.3%
$6,600	30	0.3%
$6,300	29	0.3%
$5,300	28	0.3%
$5,500	27	0.3%
$5,100	24	0.2%
$5,000	22	0.2%
$7,200	22	0.2%
$5,200	22	0.2%
$7,000	21	0.2%
$7,100	21	0.2%
$6,700	20	0.2%
$6,900	19	0.2%
$4,900	18	0.2%
Other values (2960)	9378	91.0%

Length

Max length	8
Median length	8
Mean length	7.712871287
Min length	7

Overview of Unicode Properties

Unique unicode characters	13
Unique unicode categories (?)	4
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
0	14152	17.8%
$	10302	13.0%
,	10302	13.0%
	10302	13.0%
1	7572	9.5%
2	5057	6.4%
3	3419	4.3%
5	3323	4.2%
6	3148	4.0%
4	3059	3.8%
7	3047	3.8%
8	2932	3.7%
9	2843	3.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	48552	61.1%
Currency Symbol	10302	13.0%
Other Punctuation	10302	13.0%
Space Separator	10302	13.0%

Most frequent Currency Symbol characters

Value	Count	Frequency (%)
$	10302	100.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
0	14152	29.1%
1	7572	15.6%
2	5057	10.4%
3	3419	7.0%
5	3323	6.8%
6	3148	6.5%
4	3059	6.3%
7	3047	6.3%
8	2932	6.0%
9	2843	5.9%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
,	10302	100.0%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	10302	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	79458	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
0	14152	17.8%
$	10302	13.0%
,	10302	13.0%
	10302	13.0%
1	7572	9.5%
2	5057	6.4%
3	3419	4.3%
5	3323	4.2%
6	3148	4.0%
4	3059	3.8%
7	3047	3.8%
8	2932	3.7%
9	2843	3.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	79458	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
0	14152	17.8%
$	10302	13.0%
,	10302	13.0%
	10302	13.0%
1	7572	9.5%
2	5057	6.4%
3	3419	4.3%
5	3323	4.2%
6	3148	4.0%
4	3059	3.8%
7	3047	3.8%
8	2932	3.7%
9	2843	3.6%

TIF
Real number (ℝ_≥0)

Distinct count	23
Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.329159386526888
Minimum	1
Maximum	25
Zeros	0
Zeros (%)	0.0%
Memory size	80.6 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	4
Q3	7
95-th percentile	13
Maximum	25
Range	24
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	4.110794715
Coefficient of variation (CV)	0.7713777009
Kurtosis	0.4797085698
Mean	5.329159387
Median Absolute Deviation (MAD)	3
Skewness	0.8994152554
Sum	54901
Variance	16.89863319

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	3172	30.8%
6	1707	16.6%
4	1616	15.7%
10	951	9.2%
7	781	7.6%
3	531	5.2%
13	355	3.4%
11	300	2.9%
9	299	2.9%
17	126	1.2%
14	92	0.9%
8	83	0.8%
5	70	0.7%
12	55	0.5%
16	50	0.5%
15	40	0.4%
18	26	0.3%
21	13	0.1%
20	12	0.1%
19	11	0.1%
2	6	0.1%
25	3	< 0.1%
22	3	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	3172	30.8%
2	6	0.1%
3	531	5.2%
4	1616	15.7%
5	70	0.7%
6	1707	16.6%
7	781	7.6%
8	83	0.8%
9	299	2.9%
10	951	9.2%

Value	Count	Frequency (%)
25	3	< 0.1%
22	3	< 0.1%
21	13	0.1%
20	12	0.1%
19	11	0.1%
18	26	0.3%
17	126	1.2%
16	50	0.5%
15	40	0.4%
14	92	0.9%

CAR_TYPE
Categorical

Distinct count	6
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	80.6 KiB

z_SUV	2883
Minivan	2694
Pickup	1772
Sports Car	1179
Van	921

Value	Count	Frequency (%)
z_SUV	2883	28.0%
Minivan	2694	26.2%
Pickup	1772	17.2%
Sports Car	1179	11.4%
Van	921	8.9%
Panel Truck	853	8.3%

Length

Max length	11
Median length	6
Mean length	6.58522617
Min length	3

Overview of Unicode Properties

Unique unicode characters	24
Unique unicode categories (?)	4
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
n	7162	10.6%
i	7160	10.6%
a	5647	8.3%
S	4062	6.0%
V	3804	5.6%
r	3211	4.7%
p	2951	4.3%
z	2883	4.2%
_	2883	4.2%
U	2883	4.2%
M	2694	4.0%
v	2694	4.0%
P	2625	3.9%
u	2625	3.9%
c	2625	3.9%
k	2625	3.9%
	2032	3.0%
o	1179	1.7%
t	1179	1.7%
s	1179	1.7%
C	1179	1.7%
e	853	1.3%
l	853	1.3%
T	853	1.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	44826	66.1%
Uppercase Letter	18100	26.7%
Connector Punctuation	2883	4.2%
Space Separator	2032	3.0%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
S	4062	22.4%
V	3804	21.0%
U	2883	15.9%
M	2694	14.9%
P	2625	14.5%
C	1179	6.5%
T	853	4.7%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
n	7162	16.0%
i	7160	16.0%
a	5647	12.6%
r	3211	7.2%
p	2951	6.6%
z	2883	6.4%
v	2694	6.0%
u	2625	5.9%
c	2625	5.9%
k	2625	5.9%
o	1179	2.6%
t	1179	2.6%
s	1179	2.6%
e	853	1.9%
l	853	1.9%

Most frequent Connector Punctuation characters

Value	Count	Frequency (%)
_	2883	100.0%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	2032	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	62926	92.8%
Common	4915	7.2%

Most frequent Latin characters

Value	Count	Frequency (%)
n	7162	11.4%
i	7160	11.4%
a	5647	9.0%
S	4062	6.5%
V	3804	6.0%
r	3211	5.1%
p	2951	4.7%
z	2883	4.6%
U	2883	4.6%
M	2694	4.3%
v	2694	4.3%
P	2625	4.2%
u	2625	4.2%
c	2625	4.2%
k	2625	4.2%
o	1179	1.9%
t	1179	1.9%
s	1179	1.9%
C	1179	1.9%
e	853	1.4%
l	853	1.4%
T	853	1.4%

Most frequent Common characters

Value	Count	Frequency (%)
_	2883	58.7%
	2032	41.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	67841	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
n	7162	10.6%
i	7160	10.6%
a	5647	8.3%
S	4062	6.0%
V	3804	5.6%
r	3211	4.7%
p	2951	4.3%
z	2883	4.2%
_	2883	4.2%
U	2883	4.2%
M	2694	4.0%
v	2694	4.0%
P	2625	3.9%
u	2625	3.9%
c	2625	3.9%
k	2625	3.9%
	2032	3.0%
o	1179	1.7%
t	1179	1.7%
s	1179	1.7%
C	1179	1.7%
e	853	1.3%
l	853	1.3%
T	853	1.3%

RED_CAR
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	80.6 KiB

no	7326
yes	2976

Frequency Table

Value	Count	Frequency (%)
no	7326	71.1%
yes	2976	28.9%

OLDCLAIM
Categorical

HIGH CARDINALITY

Distinct count	3545
Unique (%)	34.4%
Missing	0
Missing (%)	0.0%
Memory size	80.6 KiB

$0	6292
$1,391	4
$1,310	4
$4,188	4
$4,263	4
Other values (3540)	3994

Value	Count	Frequency (%)
$0	6292	61.1%
$1,391	4	< 0.1%
$1,310	4	< 0.1%
$4,188	4	< 0.1%
$4,263	4	< 0.1%
$1,105	4	< 0.1%
$4,538	4	< 0.1%
$4,448	4	< 0.1%
$4,824	3	< 0.1%
$4,423	3	< 0.1%
$2,740	3	< 0.1%
$6,985	3	< 0.1%
$4,451	3	< 0.1%
$5,289	3	< 0.1%
$3,460	3	< 0.1%
$6,935	3	< 0.1%
$4,528	3	< 0.1%
$5,863	3	< 0.1%
$6,281	3	< 0.1%
$3,863	3	< 0.1%
$1,332	3	< 0.1%
$4,582	3	< 0.1%
$5,101	3	< 0.1%
$8,174	3	< 0.1%
$5,399	3	< 0.1%
Other values (3520)	3931	38.2%

Length

Max length	8
Median length	3
Mean length	4.625703747
Min length	3

Overview of Unicode Properties

Unique unicode characters	13
Unique unicode categories (?)	4
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
$	10302	21.6%
	10302	21.6%
0	7636	16.0%
,	3882	8.1%
3	2012	4.2%
1	1963	4.1%
4	1815	3.8%
5	1769	3.7%
2	1763	3.7%
6	1626	3.4%
8	1552	3.3%
7	1546	3.2%
9	1486	3.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23168	48.6%
Currency Symbol	10302	21.6%
Space Separator	10302	21.6%
Other Punctuation	3882	8.1%

Most frequent Currency Symbol characters

Value	Count	Frequency (%)
$	10302	100.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
0	7636	33.0%
3	2012	8.7%
1	1963	8.5%
4	1815	7.8%
5	1769	7.6%
2	1763	7.6%
6	1626	7.0%
8	1552	6.7%
7	1546	6.7%
9	1486	6.4%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
,	3882	100.0%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	10302	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	47654	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
$	10302	21.6%
	10302	21.6%
0	7636	16.0%
,	3882	8.1%
3	2012	4.2%
1	1963	4.1%
4	1815	3.8%
5	1769	3.7%
2	1763	3.7%
6	1626	3.4%
8	1552	3.3%
7	1546	3.2%
9	1486	3.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	47654	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
$	10302	21.6%
	10302	21.6%
0	7636	16.0%
,	3882	8.1%
3	2012	4.2%
1	1963	4.1%
4	1815	3.8%
5	1769	3.7%
2	1763	3.7%
6	1626	3.4%
8	1552	3.3%
7	1546	3.2%
9	1486	3.1%

CLM_FREQ
Real number (ℝ_≥0)

ZEROS

Distinct count	6
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.8007183071248302
Minimum	0
Maximum	5
Zeros	6292
Zeros (%)	61.1%
Memory size	80.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	3
Maximum	5
Range	5
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.154078575
Coefficient of variation (CV)	1.441304095
Kurtosis	0.2459181422
Mean	0.8007183071
Median Absolute Deviation (MAD)	0
Skewness	1.194062397
Sum	8249
Variance	1.331897358

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	6292	61.1%
2	1492	14.5%
1	1279	12.4%
3	992	9.6%
4	225	2.2%
5	22	0.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	6292	61.1%
1	1279	12.4%
2	1492	14.5%
3	992	9.6%
4	225	2.2%
5	22	0.2%

Value	Count	Frequency (%)
5	22	0.2%
4	225	2.2%
3	992	9.6%
2	1492	14.5%
1	1279	12.4%
0	6292	61.1%

REVOKED
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	80.6 KiB

No	9041
Yes	1261

Frequency Table

Value	Count	Frequency (%)
No	9041	87.8%
Yes	1261	12.2%

MVR_PTS
Real number (ℝ_≥0)

ZEROS

Distinct count	14
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.7101533682780043
Minimum	0
Maximum	13
Zeros	4658
Zeros (%)	45.2%
Memory size	80.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	3
95-th percentile	6
Maximum	13
Range	13
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.159014892
Coefficient of variation (CV)	1.262468578
Kurtosis	1.335837085
Mean	1.710153368
Median Absolute Deviation (MAD)	1
Skewness	1.34050631
Sum	17618
Variance	4.661345302

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	4658	45.2%
1	1467	14.2%
2	1199	11.6%
3	966	9.4%
4	727	7.1%
5	528	5.1%
6	341	3.3%
7	213	2.1%
8	114	1.1%
9	53	0.5%
10	20	0.2%
11	13	0.1%
13	2	< 0.1%
12	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4658	45.2%
1	1467	14.2%
2	1199	11.6%
3	966	9.4%
4	727	7.1%
5	528	5.1%
6	341	3.3%
7	213	2.1%
8	114	1.1%
9	53	0.5%

Value	Count	Frequency (%)
13	2	< 0.1%
12	1	< 0.1%
11	13	0.1%
10	20	0.2%
9	53	0.5%
8	114	1.1%
7	213	2.1%
6	341	3.3%
5	528	5.1%
4	727	7.1%

CLM_AMT
Categorical

HIGH CARDINALITY

Distinct count	2346
Unique (%)	22.8%
Missing	0
Missing (%)	0.0%
Memory size	80.6 KiB

$0	7556
$3,674	4
$3,667	4
$4,363	4
$2,327	4
Other values (2341)	2730

Value	Count	Frequency (%)
$0	7556	73.3%
$3,674	4	< 0.1%
$3,667	4	< 0.1%
$4,363	4	< 0.1%
$2,327	4	< 0.1%
$3,350	4	< 0.1%
$2,979	3	< 0.1%
$2,027	3	< 0.1%
$2,641	3	< 0.1%
$3,278	3	< 0.1%
$7,893	3	< 0.1%
$6,409	3	< 0.1%
$5,692	3	< 0.1%
$2,729	3	< 0.1%
$2,489	3	< 0.1%
$2,668	3	< 0.1%
$3,008	3	< 0.1%
$3,776	3	< 0.1%
$1,493	3	< 0.1%
$5,951	3	< 0.1%
$1,842	3	< 0.1%
$4,566	3	< 0.1%
$5,900	3	< 0.1%
$2,493	3	< 0.1%
$5,453	3	< 0.1%
Other values (2321)	2669	25.9%

Length

Max length	9
Median length	3
Mean length	4.060667831
Min length	3

Overview of Unicode Properties

Unique unicode characters	13
Unique unicode categories (?)	4
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
$	10302	24.6%
	10302	24.6%
0	8433	20.2%
,	2620	6.3%
3	1378	3.3%
4	1297	3.1%
2	1281	3.1%
1	1220	2.9%
5	1205	2.9%
6	1039	2.5%
7	946	2.3%
8	923	2.2%
9	887	2.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	18609	44.5%
Currency Symbol	10302	24.6%
Space Separator	10302	24.6%
Other Punctuation	2620	6.3%

Most frequent Currency Symbol characters

Value	Count	Frequency (%)
$	10302	100.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
0	8433	45.3%
3	1378	7.4%
4	1297	7.0%
2	1281	6.9%
1	1220	6.6%
5	1205	6.5%
6	1039	5.6%
7	946	5.1%
8	923	5.0%
9	887	4.8%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	10302	100.0%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
,	2620	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	41833	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
$	10302	24.6%
	10302	24.6%
0	8433	20.2%
,	2620	6.3%
3	1378	3.3%
4	1297	3.1%
2	1281	3.1%
1	1220	2.9%
5	1205	2.9%
6	1039	2.5%
7	946	2.3%
8	923	2.2%
9	887	2.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	41833	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
$	10302	24.6%
	10302	24.6%
0	8433	20.2%
,	2620	6.3%
3	1378	3.3%
4	1297	3.1%
2	1281	3.1%
1	1220	2.9%
5	1205	2.9%
6	1039	2.5%
7	946	2.3%
8	923	2.2%
9	887	2.1%

CAR_AGE
Real number (ℝ)

MISSING

Distinct count	30
Unique (%)	0.3%
Missing	639
Missing (%)	6.2%
Infinite	0
Infinite (%)	0.0%

Mean	8.298147573217427
Minimum	-3.0
Maximum	28.0
Zeros	4
Zeros (%)	< 0.1%
Memory size	80.6 KiB

Quantile statistics

Minimum	-3
5-th percentile	1
Q1	1
median	8
Q3	12
95-th percentile	18
Maximum	28
Range	31
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	5.714450164
Coefficient of variation (CV)	0.6886416654
Kurtosis	-0.764329956
Mean	8.298147573
Median Absolute Deviation (MAD)	5
Skewness	0.280460533
Sum	80185
Variance	32.65494068

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	2489	24.2%
8	696	6.8%
9	659	6.4%
7	655	6.4%
10	600	5.8%
6	552	5.4%
11	549	5.3%
12	467	4.5%
13	450	4.4%
14	396	3.8%
15	370	3.6%
5	360	3.5%
16	289	2.8%
17	265	2.6%
18	191	1.9%
4	169	1.6%
19	155	1.5%
20	112	1.1%
3	70	0.7%
21	65	0.6%
22	33	0.3%
23	22	0.2%
2	18	0.2%
24	13	0.1%
25	8	0.1%
Other values (5)	10	0.1%
(Missing)	639	6.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-3	1	< 0.1%
0	4	< 0.1%
1	2489	24.2%
2	18	0.2%
3	70	0.7%
4	169	1.6%
5	360	3.5%
6	552	5.4%
7	655	6.4%
8	696	6.8%

Value	Count	Frequency (%)
28	1	< 0.1%
27	1	< 0.1%
26	3	< 0.1%
25	8	0.1%
24	13	0.1%
23	22	0.2%
22	33	0.3%
21	65	0.6%
20	112	1.1%
19	155	1.5%

CLAIM_FLAG
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	80.6 KiB

0	7556
1	2746

Frequency Table

Value	Count	Frequency (%)
0	7556	73.3%
1	2746	26.7%

URBANICITY
Categorical

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	80.6 KiB

Highly Urban/ Urban	8230
z_Highly Rural/ Rural	2072

Value	Count	Frequency (%)
Highly Urban/ Urban	8230	79.9%
z_Highly Rural/ Rural	2072	20.1%

Length

Max length	21
Median length	19
Mean length	19.40225199
Min length	19

Overview of Unicode Properties

Unique unicode characters	17
Unique unicode categories (?)	5
Unique unicode scripts (?)	2
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
	20604	10.3%
r	20604	10.3%
a	20604	10.3%
U	16460	8.2%
b	16460	8.2%
n	16460	8.2%
l	14446	7.2%
H	10302	5.2%
i	10302	5.2%
g	10302	5.2%
h	10302	5.2%
y	10302	5.2%
/	10302	5.2%
R	4144	2.1%
u	4144	2.1%
z	2072	1.0%
_	2072	1.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	135998	68.0%
Uppercase Letter	30906	15.5%
Space Separator	20604	10.3%
Other Punctuation	10302	5.2%
Connector Punctuation	2072	1.0%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
U	16460	53.3%
H	10302	33.3%
R	4144	13.4%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
r	20604	15.2%
a	20604	15.2%
b	16460	12.1%
n	16460	12.1%
l	14446	10.6%
i	10302	7.6%
g	10302	7.6%
h	10302	7.6%
y	10302	7.6%
u	4144	3.0%
z	2072	1.5%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	20604	100.0%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
/	10302	100.0%

Most frequent Connector Punctuation characters

Value	Count	Frequency (%)
_	2072	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	166904	83.5%
Common	32978	16.5%

Most frequent Latin characters

Value	Count	Frequency (%)
r	20604	12.3%
a	20604	12.3%
U	16460	9.9%
b	16460	9.9%
n	16460	9.9%
l	14446	8.7%
H	10302	6.2%
i	10302	6.2%
g	10302	6.2%
h	10302	6.2%
y	10302	6.2%
R	4144	2.5%
u	4144	2.5%
z	2072	1.2%

Most frequent Common characters

Value	Count	Frequency (%)
	20604	62.5%
/	10302	31.2%
_	2072	6.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	199882	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
	20604	10.3%
r	20604	10.3%
a	20604	10.3%
U	16460	8.2%
b	16460	8.2%
n	16460	8.2%
l	14446	7.2%
H	10302	5.2%
i	10302	5.2%
g	10302	5.2%
h	10302	5.2%
y	10302	5.2%
/	10302	5.2%
R	4144	2.1%
u	4144	2.1%
z	2072	1.0%
_	2072	1.0%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

First rows

	ID	KIDSDRIV	BIRTH	AGE	HOMEKIDS	YOJ	INCOME	PARENT1	HOME_VAL	MSTATUS	GENDER	EDUCATION	OCCUPATION	TRAVTIME	CAR_USE	BLUEBOOK	TIF	CAR_TYPE	RED_CAR	OLDCLAIM	CLM_FREQ	REVOKED	MVR_PTS	CLM_AMT	CAR_AGE	CLAIM_FLAG	URBANICITY
0	63581743	0	16-Mar-39	60.0	0	11.0	$67,349	No	$0	z_No	M	PhD	Professional	14	Private	$14,230	11	Minivan	yes	$4,461	2	No	3	$0	18.0	0	Highly Urban/ Urban
1	132761049	0	21-Jan-56	43.0	0	11.0	$91,449	No	$257,252	z_No	M	z_High School	z_Blue Collar	22	Commercial	$14,940	1	Minivan	yes	$0	0	No	0	$0	1.0	0	Highly Urban/ Urban
2	921317019	0	18-Nov-51	48.0	0	11.0	$52,881	No	$0	z_No	M	Bachelors	Manager	26	Private	$21,970	1	Van	yes	$0	0	No	2	$0	10.0	0	Highly Urban/ Urban
3	727598473	0	5-Mar-64	35.0	1	10.0	$16,039	No	$124,191	Yes	z_F	z_High School	Clerical	5	Private	$4,010	4	z_SUV	no	$38,690	2	No	3	$0	10.0	0	Highly Urban/ Urban
4	450221861	0	5-Jun-48	51.0	0	14.0	NaN	No	$306,251	Yes	M	<High School	z_Blue Collar	32	Private	$15,440	7	Minivan	yes	$0	0	No	0	$0	6.0	0	Highly Urban/ Urban
5	743146596	0	17-May-49	50.0	0	NaN	$114,986	No	$243,925	Yes	z_F	PhD	Doctor	36	Private	$18,000	1	z_SUV	no	$19,217	2	Yes	3	$0	17.0	0	Highly Urban/ Urban
6	871024631	0	5-May-65	34.0	1	12.0	$125,301	Yes	$0	z_No	z_F	Bachelors	z_Blue Collar	46	Commercial	$17,430	1	Sports Car	no	$0	0	No	0	$2,946	7.0	1	Highly Urban/ Urban
7	792300541	0	28-Feb-45	54.0	0	NaN	$18,755	No	NaN	Yes	z_F	<High School	z_Blue Collar	33	Private	$8,780	1	z_SUV	no	$0	0	No	0	$0	1.0	0	Highly Urban/ Urban
8	7945239	1	17-Sep-59	40.0	1	11.0	$50,815	Yes	$0	z_No	M	z_High School	Manager	21	Private	$18,930	6	Minivan	no	$3,295	1	No	2	$6,477	1.0	1	Highly Urban/ Urban
9	3577610	0	21-Aug-55	44.0	2	12.0	$43,486	Yes	$0	z_No	z_F	z_High School	z_Blue Collar	30	Commercial	$5,900	10	z_SUV	no	$0	0	No	0	$0	10.0	0	z_Highly Rural/ Rural

Last rows

	ID	KIDSDRIV	BIRTH	AGE	HOMEKIDS	YOJ	INCOME	PARENT1	HOME_VAL	MSTATUS	GENDER	EDUCATION	OCCUPATION	TRAVTIME	CAR_USE	BLUEBOOK	TIF	CAR_TYPE	RED_CAR	OLDCLAIM	CLM_FREQ	REVOKED	MVR_PTS	CLM_AMT	CAR_AGE	CLAIM_FLAG	URBANICITY
10292	452807843	0	19-Dec-50	48.0	0	10.0	$111,305	No	$0	z_No	z_F	PhD	Doctor	59	Private	$17,430	13	z_SUV	no	$0	0	No	4	$0	18.0	0	Highly Urban/ Urban
10293	814422920	0	17-Aug-48	51.0	0	10.0	$128,523	No	$0	z_No	M	Masters	NaN	18	Commercial	$32,960	6	Panel Truck	no	$3,995	3	No	1	$3,288	15.0	1	Highly Urban/ Urban
10294	721196389	1	18-Oct-61	38.0	4	16.0	$12,717	No	$0	Yes	z_F	Bachelors	Student	15	Commercial	$24,740	1	Pickup	no	$9,245	3	No	3	$0	15.0	0	Highly Urban/ Urban
10295	215633551	0	15-May-58	41.0	0	7.0	$6,256	No	$0	z_No	M	z_High School	Student	41	Private	$5,600	1	Pickup	no	$0	0	No	0	$0	7.0	0	z_Highly Rural/ Rural
10296	121441578	0	1-Jul-64	35.0	0	11.0	$43,112	No	$0	z_No	M	z_High School	z_Blue Collar	51	Commercial	$27,330	10	Panel Truck	yes	$0	0	No	0	$0	8.0	0	z_Highly Rural/ Rural
10297	67790126	1	13-Aug-54	45.0	2	9.0	$164,669	No	$386,273	Yes	M	PhD	Manager	21	Private	$13,270	15	Minivan	no	$0	0	No	2	$0	17.0	0	Highly Urban/ Urban
10298	61970712	0	17-Jun-53	46.0	0	9.0	$107,204	No	$332,591	Yes	M	Masters	NaN	36	Commercial	$24,490	6	Panel Truck	no	$0	0	No	0	$0	1.0	0	Highly Urban/ Urban
10299	849208064	0	18-Jun-51	48.0	0	15.0	$39,837	No	$170,611	Yes	z_F	<High School	z_Blue Collar	12	Private	$13,820	7	z_SUV	no	$0	0	No	0	$0	1.0	0	Highly Urban/ Urban
10300	627828331	0	12-Dec-48	50.0	0	7.0	$43,445	No	$149,248	Yes	z_F	Bachelors	Home Maker	36	Private	$22,550	6	Minivan	no	$0	0	No	0	$0	11.0	0	Highly Urban/ Urban
10301	680381960	0	27-Feb-47	52.0	0	11.0	$53,235	No	$197,017	Yes	z_F	z_High School	Clerical	64	Private	$19,400	6	Minivan	no	$0	0	No	0	$0	9.0	0	z_Highly Rural/ Rural

Most frequent

	ID	KIDSDRIV	BIRTH	AGE	HOMEKIDS	YOJ	INCOME	PARENT1	HOME_VAL	MSTATUS	GENDER	EDUCATION	OCCUPATION	TRAVTIME	CAR_USE	BLUEBOOK	TIF	CAR_TYPE	RED_CAR	OLDCLAIM	CLM_FREQ	REVOKED	MVR_PTS	CLM_AMT	CAR_AGE	CLAIM_FLAG	URBANICITY	count
0	279799481	0	21-Feb-60	39.0	0	14.0	$93,077	No	$244,764	Yes	M	Bachelors	Professional	29	Private	$14,710	1	Minivan	yes	$0	0	No	0	$0	1.0	0	z_Highly Rural/ Rural	2

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most frequent Dash Punctuation characters

Most frequent Uppercase Letter characters

Most frequent Lowercase Letter characters

Most occurring scripts

Most frequent Common characters

Most frequent Latin characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Currency Symbol characters

Most frequent Decimal Number characters

Most frequent Other Punctuation characters

Most frequent Space Separator characters

Most frequent Lowercase Letter characters

Most occurring scripts

Most frequent Common characters

Most frequent Latin characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Currency Symbol characters

Most frequent Decimal Number characters

Most frequent Space Separator characters

Most frequent Other Punctuation characters

Most frequent Lowercase Letter characters

Most occurring scripts

Most frequent Common characters

Most frequent Latin characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Lowercase Letter characters

Most frequent Connector Punctuation characters

Most frequent Uppercase Letter characters

Most occurring scripts

Most frequent Latin characters

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Lowercase Letter characters

Most frequent Connector Punctuation characters

Most occurring scripts

Most frequent Latin characters

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Lowercase Letter characters

Most frequent Connector Punctuation characters

Most frequent Space Separator characters

Most frequent Math Symbol characters

Most occurring scripts

Most frequent Latin characters

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Lowercase Letter characters

Most frequent Connector Punctuation characters

Most frequent Space Separator characters

Most occurring scripts

Most frequent Latin characters

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters